In this community review report, we discuss applications and techniques for fast machine
learning (ML) in science—the concept of integrating powerful ML methods into the real-time …

Field Programmable Gate Arrays (FPGAs) are spatial architectures with a heterogeneous
reconfigurable fabric. They are state-of-the-art for prototyping, telecommunications …

High-level synthesis (HLS) is increasingly popular for the design of high-performance and
energy-efficient heterogeneous systems, shortening time-to-market and addressing today's …

This paper presents P4FPGA, a new tool for developing and evaluating data plane
applications. P4FPGA is an open-source compiler and runtime. The compiler extends the …

P4 has emerged as the de facto standard language for describing how network packets
should be processed, and is becoming widely used by network owners, systems developers …

Programmable network hardware can run services traditionally deployed on servers,
resulting in orders-of-magnitude improvements in performance. Yet, despite these …

We present Calyx, a new intermediate language (IL) for compiling high-level programs into
hardware designs. Calyx combines a hardware-like structural language with a software-like …

Computer architectures are quickly changing toward heterogeneous many-core systems.
Such a trend opens up interesting opportunities but also raises immense challenges since …

The halt in clock frequency scaling has forced architects and language designers to look
elsewhere for continued improvements in performance. We believe that extracting maximum …

Computer architectures are quickly changing toward heterogeneous many-core systems.
Such a trend opens up interesting opportunities but also raises immense challenges since …